{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "order1_path = 'c:\\\\Users\\\\luke_\\\\Desktop\\\\[Projects]NaoDao_ClosedBeta_1st\\\\NaoDao_DATA\\\\OnlineDATA(Pavlovia)\\\\CleanedDATA\\\\Order1'\n",
    "order2_path = 'c:\\\\Users\\\\luke_\\\\Desktop\\\\[Projects]NaoDao_ClosedBeta_1st\\\\NaoDao_DATA\\\\OnlineDATA(Pavlovia)\\\\CleanedDATA\\\\Order2'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# order1 data check\n",
    "os.chdir(order1_path)\n",
    "task_lists = os.listdir()\n",
    "subjects_name_dict = {}\n",
    "for i in range(0,len(task_lists)):\n",
    "    task_path = f'{order1_path}/{task_lists[i]}'\n",
    "    os.chdir(task_path)\n",
    "    filelists = os.listdir()\n",
    "    name_lists = []\n",
    "    for file in filelists:\n",
    "        df = pd.read_excel(file)\n",
    "        name = df['请填写您的姓名：'].tolist()[0]\n",
    "        name_lists.append(name)\n",
    "    task_name = f'{task_lists[i]}'    \n",
    "    subjects_name_dict[task_name] = name_lists\n",
    "\n",
    "subjects_name_df = pd.DataFrame(dict([(k,pd.Series(v)) for (k,v) in subjects_name_dict.items()]))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IAT</th>\n",
       "      <th>MentalRotation</th>\n",
       "      <th>MID</th>\n",
       "      <th>Multi-tasking</th>\n",
       "      <th>Stroop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>祖拉亚提</td>\n",
       "      <td>赵凡萱</td>\n",
       "      <td>祖拉亚提</td>\n",
       "      <td>祖拉亚提</td>\n",
       "      <td>尹雪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>赵凡萱</td>\n",
       "      <td>贾小艺</td>\n",
       "      <td>赵凡萱</td>\n",
       "      <td>赵凡萱</td>\n",
       "      <td>尹雪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>贾小艺</td>\n",
       "      <td>姜雨林</td>\n",
       "      <td>贾小艺</td>\n",
       "      <td>贾小艺</td>\n",
       "      <td>尹雪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>姜雨林</td>\n",
       "      <td>梁悦怡</td>\n",
       "      <td>姜雨林</td>\n",
       "      <td>姜雨林</td>\n",
       "      <td>祖拉亚提</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>梁悦怡</td>\n",
       "      <td>李昊霖</td>\n",
       "      <td>梁悦怡</td>\n",
       "      <td>梁悦怡</td>\n",
       "      <td>祖拉亚提</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>李昊霖</td>\n",
       "      <td>王闵月</td>\n",
       "      <td>李昊霖</td>\n",
       "      <td>李昊霖</td>\n",
       "      <td>赵凡萱</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>王闵月</td>\n",
       "      <td>何奕娴</td>\n",
       "      <td>王闵月</td>\n",
       "      <td>王闵月</td>\n",
       "      <td>贾小艺</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>何奕娴</td>\n",
       "      <td>韩一凡</td>\n",
       "      <td>何奕娴</td>\n",
       "      <td>何奕娴</td>\n",
       "      <td>姜雨林</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>韩一凡</td>\n",
       "      <td>田雨桐</td>\n",
       "      <td>韩一凡</td>\n",
       "      <td>韩一凡</td>\n",
       "      <td>梁悦怡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>林若菲</td>\n",
       "      <td>林若菲</td>\n",
       "      <td>林若菲</td>\n",
       "      <td>林若菲</td>\n",
       "      <td>李昊霖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>田雨桐</td>\n",
       "      <td>王鑫垚</td>\n",
       "      <td>田雨桐</td>\n",
       "      <td>田雨桐</td>\n",
       "      <td>韩一凡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>王鑫垚</td>\n",
       "      <td>张天宇</td>\n",
       "      <td>王鑫垚</td>\n",
       "      <td>王鑫垚</td>\n",
       "      <td>王闵月</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>张天宇</td>\n",
       "      <td>张如坤</td>\n",
       "      <td>张天宇</td>\n",
       "      <td>张天宇</td>\n",
       "      <td>何奕娴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>张如坤</td>\n",
       "      <td>都慧敏</td>\n",
       "      <td>张如坤</td>\n",
       "      <td>张如坤</td>\n",
       "      <td>田雨桐</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>都慧敏</td>\n",
       "      <td>尹雪</td>\n",
       "      <td>都慧敏</td>\n",
       "      <td>都慧敏</td>\n",
       "      <td>林若菲</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>周璇</td>\n",
       "      <td>祖拉亚提</td>\n",
       "      <td>周璇</td>\n",
       "      <td>周璇</td>\n",
       "      <td>王鑫垚</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>尹雪</td>\n",
       "      <td>NaN</td>\n",
       "      <td>尹雪</td>\n",
       "      <td>尹雪</td>\n",
       "      <td>张天宇</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>张如坤</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>都慧敏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>尹雪</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>尹雪</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     IAT MentalRotation   MID Multi-tasking Stroop\n",
       "0   祖拉亚提            赵凡萱  祖拉亚提          祖拉亚提     尹雪\n",
       "1    赵凡萱            贾小艺   赵凡萱           赵凡萱     尹雪\n",
       "2    贾小艺            姜雨林   贾小艺           贾小艺     尹雪\n",
       "3    姜雨林            梁悦怡   姜雨林           姜雨林   祖拉亚提\n",
       "4    梁悦怡            李昊霖   梁悦怡           梁悦怡   祖拉亚提\n",
       "5    李昊霖            王闵月   李昊霖           李昊霖    赵凡萱\n",
       "6    王闵月            何奕娴   王闵月           王闵月    贾小艺\n",
       "7    何奕娴            韩一凡   何奕娴           何奕娴    姜雨林\n",
       "8    韩一凡            田雨桐   韩一凡           韩一凡    梁悦怡\n",
       "9    林若菲            林若菲   林若菲           林若菲    李昊霖\n",
       "10   田雨桐            王鑫垚   田雨桐           田雨桐    韩一凡\n",
       "11   王鑫垚            张天宇   王鑫垚           王鑫垚    王闵月\n",
       "12   张天宇            张如坤   张天宇           张天宇    何奕娴\n",
       "13   张如坤            都慧敏   张如坤           张如坤    田雨桐\n",
       "14   都慧敏             尹雪   都慧敏           都慧敏    林若菲\n",
       "15    周璇           祖拉亚提    周璇            周璇    王鑫垚\n",
       "16    尹雪            NaN    尹雪            尹雪    张天宇\n",
       "17   NaN            NaN   NaN           NaN    张如坤\n",
       "18   NaN            NaN   NaN           NaN    都慧敏\n",
       "19   NaN            NaN   NaN           NaN     尹雪\n",
       "20   NaN            NaN   NaN           NaN     尹雪"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subjects_name_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# order2 data check\n",
    "os.chdir(order2_path)\n",
    "task_lists = os.listdir()\n",
    "subjects_name_dict = {}\n",
    "for i in range(0,len(task_lists)):\n",
    "    task_path = f'{order2_path}/{task_lists[i]}'\n",
    "    os.chdir(task_path)\n",
    "    filelists = os.listdir()\n",
    "    name_lists = []\n",
    "    for file in filelists:\n",
    "        df = pd.read_excel(file)\n",
    "        name = df['请填写您的姓名：'].tolist()[0]\n",
    "        name_lists.append(name)\n",
    "    task_name = f'{task_lists[i]}'    \n",
    "    subjects_name_dict[task_name] = name_lists\n",
    "\n",
    "subjects_name_df = pd.DataFrame(dict([(k,pd.Series(v)) for (k,v) in subjects_name_dict.items()]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>IAT</th>\n",
       "      <th>MentalRotation</th>\n",
       "      <th>MID</th>\n",
       "      <th>Multi-tasking</th>\n",
       "      <th>Stroop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>戴立昀</td>\n",
       "      <td>戴立昀</td>\n",
       "      <td>戴立昀</td>\n",
       "      <td>戴立昀</td>\n",
       "      <td>戴立昀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>徐洁帆</td>\n",
       "      <td>徐洁帆</td>\n",
       "      <td>徐洁帆</td>\n",
       "      <td>徐洁帆</td>\n",
       "      <td>蒋倩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>屈莫凡</td>\n",
       "      <td>刘誉阳</td>\n",
       "      <td>屈莫凡</td>\n",
       "      <td>屈莫凡</td>\n",
       "      <td>徐洁帆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>蒋倩</td>\n",
       "      <td>屈莫凡</td>\n",
       "      <td>蒋倩</td>\n",
       "      <td>蒋倩</td>\n",
       "      <td>刘誉阳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>刘誉阳</td>\n",
       "      <td>蒋倩</td>\n",
       "      <td>刘誉阳</td>\n",
       "      <td>刘誉阳</td>\n",
       "      <td>蒋倩</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>马丽</td>\n",
       "      <td>马丽</td>\n",
       "      <td>马丽</td>\n",
       "      <td>马丽</td>\n",
       "      <td>屈莫凡</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>孔雨箫</td>\n",
       "      <td>孔雨箫</td>\n",
       "      <td>刘慕义</td>\n",
       "      <td>刘慕义</td>\n",
       "      <td>马丽</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>李苗</td>\n",
       "      <td>刘慕义</td>\n",
       "      <td>孔雨箫</td>\n",
       "      <td>孔雨箫</td>\n",
       "      <td>孔雨箫</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>田中艳</td>\n",
       "      <td>李苗</td>\n",
       "      <td>李苗</td>\n",
       "      <td>李苗</td>\n",
       "      <td>刘慕义</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>郭昱杉</td>\n",
       "      <td>田中艳</td>\n",
       "      <td>田中艳</td>\n",
       "      <td>田中艳</td>\n",
       "      <td>李苗</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>刘森</td>\n",
       "      <td>刘森</td>\n",
       "      <td>刘森</td>\n",
       "      <td>刘森</td>\n",
       "      <td>刘森</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>王瑞祺</td>\n",
       "      <td>郭昱杉</td>\n",
       "      <td>郭昱杉</td>\n",
       "      <td>郭昱杉</td>\n",
       "      <td>田中艳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>黄妮萌</td>\n",
       "      <td>王瑞祺</td>\n",
       "      <td>王瑞祺</td>\n",
       "      <td>王瑞祺</td>\n",
       "      <td>田中艳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>陈健康</td>\n",
       "      <td>黄妮萌</td>\n",
       "      <td>黄妮萌</td>\n",
       "      <td>黄妮萌</td>\n",
       "      <td>郭昱杉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>卢以恒</td>\n",
       "      <td>陈健康</td>\n",
       "      <td>陈健康</td>\n",
       "      <td>陈健康</td>\n",
       "      <td>王瑞祺</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>刘庆庆</td>\n",
       "      <td>卢以恒</td>\n",
       "      <td>卢以恒</td>\n",
       "      <td>卢以恒</td>\n",
       "      <td>黄妮萌</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>鹿佳秀</td>\n",
       "      <td>刘庆庆</td>\n",
       "      <td>刘庆庆</td>\n",
       "      <td>刘庆庆</td>\n",
       "      <td>陈健康</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>许佳钰</td>\n",
       "      <td>鹿佳秀</td>\n",
       "      <td>鹿佳秀</td>\n",
       "      <td>鹿佳秀</td>\n",
       "      <td>卢以恒</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>王美雯</td>\n",
       "      <td>许佳钰</td>\n",
       "      <td>许佳钰</td>\n",
       "      <td>许佳钰</td>\n",
       "      <td>刘庆庆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>王美雯</td>\n",
       "      <td>王美雯</td>\n",
       "      <td>王美雯</td>\n",
       "      <td>鹿佳秀</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>许佳钰</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>王美雯</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    IAT MentalRotation  MID Multi-tasking Stroop\n",
       "0   戴立昀            戴立昀  戴立昀           戴立昀    戴立昀\n",
       "1   徐洁帆            徐洁帆  徐洁帆           徐洁帆     蒋倩\n",
       "2   屈莫凡            刘誉阳  屈莫凡           屈莫凡    徐洁帆\n",
       "3    蒋倩            屈莫凡   蒋倩            蒋倩    刘誉阳\n",
       "4   刘誉阳             蒋倩  刘誉阳           刘誉阳     蒋倩\n",
       "5    马丽             马丽   马丽            马丽    屈莫凡\n",
       "6   孔雨箫            孔雨箫  刘慕义           刘慕义     马丽\n",
       "7    李苗            刘慕义  孔雨箫           孔雨箫    孔雨箫\n",
       "8   田中艳             李苗   李苗            李苗    刘慕义\n",
       "9   郭昱杉            田中艳  田中艳           田中艳     李苗\n",
       "10   刘森             刘森   刘森            刘森     刘森\n",
       "11  王瑞祺            郭昱杉  郭昱杉           郭昱杉    田中艳\n",
       "12  黄妮萌            王瑞祺  王瑞祺           王瑞祺    田中艳\n",
       "13  陈健康            黄妮萌  黄妮萌           黄妮萌    郭昱杉\n",
       "14  卢以恒            陈健康  陈健康           陈健康    王瑞祺\n",
       "15  刘庆庆            卢以恒  卢以恒           卢以恒    黄妮萌\n",
       "16  鹿佳秀            刘庆庆  刘庆庆           刘庆庆    陈健康\n",
       "17  许佳钰            鹿佳秀  鹿佳秀           鹿佳秀    卢以恒\n",
       "18  王美雯            许佳钰  许佳钰           许佳钰    刘庆庆\n",
       "19  NaN            王美雯  王美雯           王美雯    鹿佳秀\n",
       "20  NaN            NaN  NaN           NaN    许佳钰\n",
       "21  NaN            NaN  NaN           NaN    王美雯"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subjects_name_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rename datafile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# order1 rename file\n",
    "def new_rename(path_name,new_name):\n",
    "    try:\n",
    "        os.rename(path_name,new_name)\n",
    "    except Exception as e:\n",
    "        if e.args[0] == 17:\n",
    "            fname, fename = os.path.splitext(new_name)\n",
    "            new_rename(path_name,fname+'(1)'+fename)\n",
    "\n",
    "os.chdir(order1_path)\n",
    "task_lists = os.listdir()\n",
    "for i in range(0,len(task_lists)):\n",
    "    task_path = f'{order1_path}/{task_lists[i]}'\n",
    "    os.chdir(task_path)\n",
    "    filelists = os.listdir()\n",
    "    name_lists = []\n",
    "    for file in filelists:\n",
    "        df = pd.read_excel(file)\n",
    "        name = df['请填写您的姓名：'].tolist()[0]\n",
    "        file_new_name = f'{name}_cleaned.xlsx'\n",
    "        new_rename(file,file_new_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# order2 rename file\n",
    "os.chdir(order2_path)\n",
    "task_lists = os.listdir()\n",
    "for i in range(0,len(task_lists)):\n",
    "    task_path = f'{order2_path}/{task_lists[i]}'\n",
    "    os.chdir(task_path)\n",
    "    filelists = os.listdir()\n",
    "    name_lists = []\n",
    "    for file in filelists:\n",
    "        df = pd.read_excel(file)\n",
    "        name = df['请填写您的姓名：'].tolist()[0]\n",
    "        file_new_name = f'{name}_cleaned.xlsx'\n",
    "        new_rename(file,file_new_name)"
   ]
  }
 ],
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